library(randomForest)
randomForest 4.7-1.1
Type rfNews() to see new features/changes/bug fixes.
library(class)
library(e1071)
library(naivebayes)
naivebayes 0.9.7 loaded
library(keras)

Attaching package: ‘keras’

The following object is masked _by_ ‘.GlobalEnv’:

    keras
# Load the data from CSV files
mtrain <- read.csv("C:/Users/srika/OneDrive/Documents/xtrain.csv")
mtest <- read.csv("C:/Users/srika/OneDrive/Documents/xtest.csv")
y_train <- read.csv("C:/Users/srika/OneDrive/Documents/ytrain.csv")
y_test <- read.csv("C:/Users/srika/OneDrive/Documents/ytest.csv")
# Extract features and labels
x_train <- as.matrix(mtrain)
x_test <- as.matrix(mtest)
y_train <- y_train$x
y_test <- y_test$x

# Preprocess labels: Classify K, A, C, H as 1 (GD) and HC as 0
y_train_processed <- ifelse(y_train %in% c("K", "A", "C", "H"), 1, 0)
y_test_processed <- ifelse(y_test %in% c("K", "A", "C", "H"), 1, 0)

# Convert string labels to numerical labels
y_train_encoded <- as.numeric(factor(y_train_processed))
y_test_encoded <- as.numeric(factor(y_test_processed))
# Define and train KNN model with different k values
k_values <- c(3, 5, 7, 9)  # You can try different values
best_k <- NULL
best_accuracy <- 0

for (k in k_values) {
  knn_model <- knn(train = x_train, test = x_test, cl = y_train_encoded, k = k, prob = TRUE)
  knn_predictions <- as.numeric(knn_model)  # Convert predictions to numeric
  knn_accuracy <- sum(knn_predictions == y_test_encoded) / length(y_test_encoded)
  
  if (knn_accuracy > best_accuracy) {
    best_accuracy <- knn_accuracy
    best_k <- k
  }
}

cat("Best K for KNN:", best_k, "\n")
Best K for KNN: 9 
cat("Best Accuracy for KNN:", best_accuracy, "\n")
Best Accuracy for KNN: 0.8040852 
# Define and train Random Forest model with different parameters
num_trees <- c(50, 100, 150)  # You can try different numbers of trees
best_num_trees <- NULL
best_accuracy <- 0

for (ntree in num_trees) {
  rf_model <- randomForest(x = x_train, y = as.factor(y_train_encoded), ntree = ntree)
  rf_predictions <- as.numeric(predict(rf_model, x_test, type = "response"))  # Convert predictions to numeric
  rf_accuracy <- sum(rf_predictions == y_test_encoded) / length(y_test_encoded)
  
  if (rf_accuracy > best_accuracy) {
    best_accuracy <- rf_accuracy
    best_num_trees <- ntree
  }
}

cat("Best Number of Trees for Random Forest:", best_num_trees, "\n")
Best Number of Trees for Random Forest: 150 
cat("Best Accuracy for Random Forest:", best_accuracy, "\n")
Best Accuracy for Random Forest: 0.8194764 
# Define and train SVM model with different kernel functions
kernel_functions <- c("linear", "radial", "polynomial")  # You can try different kernel functions
best_kernel <- NULL
best_accuracy <- 0

for (kernel_func in kernel_functions) {
  svm_model <- svm(x = x_train, y = as.factor(y_train_encoded), kernel = kernel_func, probability = TRUE)
  svm_predictions <- as.numeric(predict(svm_model, x_test, probability = TRUE))  # Convert predictions to numeric
  svm_accuracy <- sum(svm_predictions == y_test_encoded) / length(y_test_encoded)
  
  if (svm_accuracy > best_accuracy) {
    best_accuracy <- svm_accuracy
    best_kernel <- kernel_func
  }
}

cat("Best Kernel Function for SVM:", best_kernel, "\n")
Best Kernel Function for SVM: linear 
cat("Best Accuracy for SVM:", best_accuracy, "\n")
Best Accuracy for SVM: 0.8247986 
# Define and train CNN model
num_classes <- length(unique(y_train_encoded))
y_train_onehot <- to_categorical(y_train_encoded - 1, num_classes = num_classes)
x_train_cnn <- array_reshape(x_train, c(dim(x_train), 1))
x_test_cnn <- array_reshape(x_test, c(dim(x_test), 1))

cnn_model <- keras_model_sequential() %>%
  layer_conv_1d(filters = 32, kernel_size = 3, activation = "relu", input_shape = dim(x_train_cnn)[2:3]) %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 64, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 128, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 256, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 512, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 1024, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_flatten() %>%
  layer_dense(units = 512, activation = "relu") %>%
  layer_dense(units = 256, activation = "relu") %>%
  layer_dense(units = 128, activation = "relu") %>%
  layer_dense(units = 64, activation = "relu") %>%
  layer_dense(units = 32, activation = "relu") %>%
  layer_dense(units = num_classes, activation = "softmax")
2024-04-27 18:05:56.326222: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX AVX2
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2024-04-27 18:05:56.456227: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1616] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 13717 MB memory:  -> device: 0, name: NVIDIA GeForce RTX 3080 Laptop GPU, pci bus id: 0000:01:00.0, compute capability: 8.6
cnn_model %>% compile(
  optimizer = optimizer_adam(),
  loss = "binary_crossentropy",
  metrics = c("accuracy")
)

# Early stopping
callback <- callback_early_stopping(monitor = "val_loss", patience = 50)

# Train CNN model
history <- cnn_model %>% fit(
  x_train_cnn, y_train_onehot, 
  epochs = 100, batch_size = 16, 
  validation_split = 0.2, callbacks = list(callback)
)
Epoch 1/100
2024-04-27 18:05:58.608218: I tensorflow/stream_executor/cuda/cuda_dnn.cc:384] Loaded cuDNN version 8500
2024-04-27 18:05:59.881712: I tensorflow/stream_executor/cuda/cuda_blas.cc:1614] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.

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WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0121s vs `on_train_batch_end` time: 0.0322s). Check your callbacks.

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316/316 [==============================] - 20s 52ms/step - loss: 0.5334 - accuracy: 0.7271

316/316 [==============================] - 22s 57ms/step - loss: 0.5334 - accuracy: 0.7271 - val_loss: 0.2510 - val_accuracy: 0.9532
Epoch 2/100

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316/316 [==============================] - 16s 52ms/step - loss: 0.4942 - accuracy: 0.7588

316/316 [==============================] - 17s 55ms/step - loss: 0.4942 - accuracy: 0.7588 - val_loss: 0.2631 - val_accuracy: 0.9723
Epoch 3/100

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316/316 [==============================] - 16s 52ms/step - loss: 0.4802 - accuracy: 0.7624

316/316 [==============================] - 17s 54ms/step - loss: 0.4802 - accuracy: 0.7624 - val_loss: 0.1454 - val_accuracy: 0.9604
Epoch 4/100

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316/316 [==============================] - 21s 67ms/step - loss: 0.4663 - accuracy: 0.7677

316/316 [==============================] - 22s 70ms/step - loss: 0.4663 - accuracy: 0.7677 - val_loss: 0.2182 - val_accuracy: 0.9303
Epoch 5/100

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316/316 [==============================] - 17s 55ms/step - loss: 0.4546 - accuracy: 0.7806

316/316 [==============================] - 18s 58ms/step - loss: 0.4546 - accuracy: 0.7806 - val_loss: 0.3605 - val_accuracy: 0.9200
Epoch 6/100

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316/316 [==============================] - 18s 56ms/step - loss: 0.4463 - accuracy: 0.7824

316/316 [==============================] - 19s 59ms/step - loss: 0.4463 - accuracy: 0.7824 - val_loss: 0.1696 - val_accuracy: 0.9635
Epoch 7/100

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316/316 [==============================] - 18s 56ms/step - loss: 0.4445 - accuracy: 0.7860

316/316 [==============================] - 19s 60ms/step - loss: 0.4445 - accuracy: 0.7860 - val_loss: 0.2256 - val_accuracy: 0.9477
Epoch 8/100

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316/316 [==============================] - 22s 70ms/step - loss: 0.4378 - accuracy: 0.7872

316/316 [==============================] - 23s 73ms/step - loss: 0.4378 - accuracy: 0.7872 - val_loss: 0.2291 - val_accuracy: 0.9144
Epoch 9/100

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316/316 [==============================] - 23s 74ms/step - loss: 0.4372 - accuracy: 0.7949

316/316 [==============================] - 25s 78ms/step - loss: 0.4372 - accuracy: 0.7949 - val_loss: 0.3203 - val_accuracy: 0.8661
Epoch 10/100

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316/316 [==============================] - 28s 89ms/step - loss: 0.4361 - accuracy: 0.7907

316/316 [==============================] - 30s 94ms/step - loss: 0.4361 - accuracy: 0.7907 - val_loss: 0.1943 - val_accuracy: 0.9374
Epoch 11/100

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316/316 [==============================] - 31s 100ms/step - loss: 0.4366 - accuracy: 0.7830

316/316 [==============================] - 33s 104ms/step - loss: 0.4366 - accuracy: 0.7830 - val_loss: 0.1890 - val_accuracy: 0.9311
Epoch 12/100

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316/316 [==============================] - 36s 115ms/step - loss: 0.4279 - accuracy: 0.7985

316/316 [==============================] - 38s 121ms/step - loss: 0.4279 - accuracy: 0.7985 - val_loss: 0.3359 - val_accuracy: 0.8494
Epoch 13/100

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316/316 [==============================] - 39s 123ms/step - loss: 0.4247 - accuracy: 0.7963

316/316 [==============================] - 41s 129ms/step - loss: 0.4247 - accuracy: 0.7963 - val_loss: 0.1520 - val_accuracy: 0.9881
Epoch 14/100

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316/316 [==============================] - 53s 167ms/step - loss: 0.4305 - accuracy: 0.7919 - val_loss: 0.3292 - val_accuracy: 0.8217
Epoch 15/100

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316/316 [==============================] - 45s 143ms/step - loss: 0.4265 - accuracy: 0.7977

316/316 [==============================] - 48s 151ms/step - loss: 0.4265 - accuracy: 0.7977 - val_loss: 0.2649 - val_accuracy: 0.8669
Epoch 16/100

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316/316 [==============================] - 50s 158ms/step - loss: 0.4301 - accuracy: 0.7909

316/316 [==============================] - 52s 166ms/step - loss: 0.4301 - accuracy: 0.7909 - val_loss: 0.1828 - val_accuracy: 0.9469
Epoch 17/100

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316/316 [==============================] - 51s 163ms/step - loss: 0.4204 - accuracy: 0.7955

316/316 [==============================] - 54s 171ms/step - loss: 0.4204 - accuracy: 0.7955 - val_loss: 0.2977 - val_accuracy: 0.8677
Epoch 18/100

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316/316 [==============================] - 57s 179ms/step - loss: 0.4257 - accuracy: 0.7941

316/316 [==============================] - 60s 191ms/step - loss: 0.4257 - accuracy: 0.7941 - val_loss: 0.2185 - val_accuracy: 0.9081
Epoch 19/100

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316/316 [==============================] - 59s 185ms/step - loss: 0.4230 - accuracy: 0.7945

316/316 [==============================] - 62s 197ms/step - loss: 0.4230 - accuracy: 0.7945 - val_loss: 0.2581 - val_accuracy: 0.9105
Epoch 20/100

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316/316 [==============================] - 59s 188ms/step - loss: 0.4190 - accuracy: 0.7963

316/316 [==============================] - 63s 200ms/step - loss: 0.4190 - accuracy: 0.7963 - val_loss: 0.2311 - val_accuracy: 0.9136
Epoch 21/100

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316/316 [==============================] - 59s 188ms/step - loss: 0.4230 - accuracy: 0.7953

316/316 [==============================] - 63s 200ms/step - loss: 0.4230 - accuracy: 0.7953 - val_loss: 0.2624 - val_accuracy: 0.8899
Epoch 22/100

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316/316 [==============================] - 60s 189ms/step - loss: 0.4165 - accuracy: 0.7994

316/316 [==============================] - 63s 201ms/step - loss: 0.4165 - accuracy: 0.7994 - val_loss: 0.2100 - val_accuracy: 0.9342
Epoch 23/100

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316/316 [==============================] - 60s 189ms/step - loss: 0.4136 - accuracy: 0.8042

316/316 [==============================] - 63s 201ms/step - loss: 0.4136 - accuracy: 0.8042 - val_loss: 0.2816 - val_accuracy: 0.8645
Epoch 24/100

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316/316 [==============================] - 61s 192ms/step - loss: 0.4183 - accuracy: 0.7975

316/316 [==============================] - 64s 204ms/step - loss: 0.4183 - accuracy: 0.7975 - val_loss: 0.2551 - val_accuracy: 0.9010
Epoch 25/100

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316/316 [==============================] - 61s 195ms/step - loss: 0.4187 - accuracy: 0.8004

316/316 [==============================] - 65s 206ms/step - loss: 0.4187 - accuracy: 0.8004 - val_loss: 0.3203 - val_accuracy: 0.7964
Epoch 26/100

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316/316 [==============================] - 63s 199ms/step - loss: 0.4143 - accuracy: 0.8018

316/316 [==============================] - 67s 211ms/step - loss: 0.4143 - accuracy: 0.8018 - val_loss: 0.2709 - val_accuracy: 0.8883
Epoch 27/100

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316/316 [==============================] - 62s 197ms/step - loss: 0.4115 - accuracy: 0.7985

316/316 [==============================] - 66s 209ms/step - loss: 0.4115 - accuracy: 0.7985 - val_loss: 0.3574 - val_accuracy: 0.8431
Epoch 28/100

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316/316 [==============================] - 64s 202ms/step - loss: 0.4114 - accuracy: 0.7979

316/316 [==============================] - 68s 214ms/step - loss: 0.4114 - accuracy: 0.7979 - val_loss: 0.2975 - val_accuracy: 0.8962
Epoch 29/100

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316/316 [==============================] - 63s 200ms/step - loss: 0.4137 - accuracy: 0.7957

316/316 [==============================] - 67s 212ms/step - loss: 0.4137 - accuracy: 0.7957 - val_loss: 0.1688 - val_accuracy: 0.9691
Epoch 30/100

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316/316 [==============================] - 65s 205ms/step - loss: 0.4093 - accuracy: 0.8113

316/316 [==============================] - 69s 218ms/step - loss: 0.4093 - accuracy: 0.8113 - val_loss: 0.2326 - val_accuracy: 0.9231
Epoch 31/100

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316/316 [==============================] - 69s 217ms/step - loss: 0.4078 - accuracy: 0.8032

316/316 [==============================] - 72s 229ms/step - loss: 0.4078 - accuracy: 0.8032 - val_loss: 0.1992 - val_accuracy: 0.9168
Epoch 32/100

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316/316 [==============================] - 65s 207ms/step - loss: 0.4036 - accuracy: 0.8050

316/316 [==============================] - 70s 220ms/step - loss: 0.4036 - accuracy: 0.8050 - val_loss: 0.2453 - val_accuracy: 0.9128
Epoch 33/100

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316/316 [==============================] - 65s 204ms/step - loss: 0.4066 - accuracy: 0.8020

316/316 [==============================] - 69s 218ms/step - loss: 0.4066 - accuracy: 0.8020 - val_loss: 0.2655 - val_accuracy: 0.8962
Epoch 34/100

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316/316 [==============================] - 67s 212ms/step - loss: 0.3995 - accuracy: 0.8084

316/316 [==============================] - 71s 223ms/step - loss: 0.3995 - accuracy: 0.8084 - val_loss: 0.3100 - val_accuracy: 0.8463
Epoch 35/100

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316/316 [==============================] - 68s 215ms/step - loss: 0.4017 - accuracy: 0.8058

316/316 [==============================] - 71s 226ms/step - loss: 0.4017 - accuracy: 0.8058 - val_loss: 0.2798 - val_accuracy: 0.8899
Epoch 36/100

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316/316 [==============================] - 69s 220ms/step - loss: 0.3915 - accuracy: 0.8117

316/316 [==============================] - 73s 232ms/step - loss: 0.3915 - accuracy: 0.8117 - val_loss: 0.4693 - val_accuracy: 0.8003
Epoch 37/100

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316/316 [==============================] - 71s 225ms/step - loss: 0.4010 - accuracy: 0.8046

316/316 [==============================] - 75s 238ms/step - loss: 0.4010 - accuracy: 0.8046 - val_loss: 0.3292 - val_accuracy: 0.8677
Epoch 38/100

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316/316 [==============================] - 70s 222ms/step - loss: 0.3981 - accuracy: 0.8092

316/316 [==============================] - 74s 234ms/step - loss: 0.3981 - accuracy: 0.8092 - val_loss: 0.3283 - val_accuracy: 0.8502
Epoch 39/100

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316/316 [==============================] - 72s 229ms/step - loss: 0.3950 - accuracy: 0.8064

316/316 [==============================] - 76s 240ms/step - loss: 0.3950 - accuracy: 0.8064 - val_loss: 0.2222 - val_accuracy: 0.9057
Epoch 40/100

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316/316 [==============================] - 71s 224ms/step - loss: 0.3895 - accuracy: 0.8115

316/316 [==============================] - 75s 236ms/step - loss: 0.3895 - accuracy: 0.8115 - val_loss: 0.1110 - val_accuracy: 0.9715
Epoch 41/100

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316/316 [==============================] - 72s 227ms/step - loss: 0.3898 - accuracy: 0.8117

316/316 [==============================] - 76s 240ms/step - loss: 0.3898 - accuracy: 0.8117 - val_loss: 0.2659 - val_accuracy: 0.8914
Epoch 42/100

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316/316 [==============================] - 72s 228ms/step - loss: 0.3857 - accuracy: 0.8149

316/316 [==============================] - 76s 240ms/step - loss: 0.3857 - accuracy: 0.8149 - val_loss: 0.2350 - val_accuracy: 0.9136
Epoch 43/100

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316/316 [==============================] - 72s 229ms/step - loss: 0.3821 - accuracy: 0.8133

316/316 [==============================] - 76s 240ms/step - loss: 0.3821 - accuracy: 0.8133 - val_loss: 0.2619 - val_accuracy: 0.8946
Epoch 44/100

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316/316 [==============================] - 73s 232ms/step - loss: 0.3911 - accuracy: 0.8096

316/316 [==============================] - 77s 244ms/step - loss: 0.3911 - accuracy: 0.8096 - val_loss: 0.3181 - val_accuracy: 0.8447
Epoch 45/100

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316/316 [==============================] - 74s 234ms/step - loss: 0.3809 - accuracy: 0.8157

316/316 [==============================] - 78s 247ms/step - loss: 0.3809 - accuracy: 0.8157 - val_loss: 0.2905 - val_accuracy: 0.8796
Epoch 46/100

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316/316 [==============================] - 74s 233ms/step - loss: 0.3727 - accuracy: 0.8191

316/316 [==============================] - 78s 247ms/step - loss: 0.3727 - accuracy: 0.8191 - val_loss: 0.2751 - val_accuracy: 0.8843
Epoch 47/100

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316/316 [==============================] - 74s 233ms/step - loss: 0.3711 - accuracy: 0.8205

316/316 [==============================] - 78s 247ms/step - loss: 0.3711 - accuracy: 0.8205 - val_loss: 0.3713 - val_accuracy: 0.8487
Epoch 48/100

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316/316 [==============================] - 75s 236ms/step - loss: 0.3766 - accuracy: 0.8216

316/316 [==============================] - 79s 249ms/step - loss: 0.3766 - accuracy: 0.8216 - val_loss: 0.3788 - val_accuracy: 0.7884
Epoch 49/100

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316/316 [==============================] - 74s 234ms/step - loss: 0.3743 - accuracy: 0.8199

316/316 [==============================] - 78s 248ms/step - loss: 0.3743 - accuracy: 0.8199 - val_loss: 0.1869 - val_accuracy: 0.9334
Epoch 50/100

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316/316 [==============================] - 74s 233ms/step - loss: 0.3666 - accuracy: 0.8258

316/316 [==============================] - 78s 246ms/step - loss: 0.3666 - accuracy: 0.8258 - val_loss: 0.2575 - val_accuracy: 0.8700
Epoch 51/100

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316/316 [==============================] - 75s 236ms/step - loss: 0.3653 - accuracy: 0.8262

316/316 [==============================] - 79s 249ms/step - loss: 0.3653 - accuracy: 0.8262 - val_loss: 0.2941 - val_accuracy: 0.8772
Epoch 52/100

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316/316 [==============================] - 73s 233ms/step - loss: 0.3600 - accuracy: 0.8272

316/316 [==============================] - 78s 246ms/step - loss: 0.3600 - accuracy: 0.8272 - val_loss: 0.2836 - val_accuracy: 0.8716
Epoch 53/100

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316/316 [==============================] - 74s 235ms/step - loss: 0.3503 - accuracy: 0.8341

316/316 [==============================] - 78s 248ms/step - loss: 0.3503 - accuracy: 0.8341 - val_loss: 0.3392 - val_accuracy: 0.8067
Epoch 54/100

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316/316 [==============================] - 74s 235ms/step - loss: 0.3521 - accuracy: 0.8302

316/316 [==============================] - 78s 248ms/step - loss: 0.3521 - accuracy: 0.8302 - val_loss: 0.3425 - val_accuracy: 0.8653
Epoch 55/100

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316/316 [==============================] - 74s 235ms/step - loss: 0.3551 - accuracy: 0.8242

316/316 [==============================] - 78s 248ms/step - loss: 0.3551 - accuracy: 0.8242 - val_loss: 0.3250 - val_accuracy: 0.8455
Epoch 56/100

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316/316 [==============================] - 76s 238ms/step - loss: 0.3457 - accuracy: 0.8333

316/316 [==============================] - 80s 252ms/step - loss: 0.3457 - accuracy: 0.8333 - val_loss: 0.3914 - val_accuracy: 0.7964
Epoch 57/100

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316/316 [==============================] - 74s 235ms/step - loss: 0.3435 - accuracy: 0.8319

316/316 [==============================] - 78s 248ms/step - loss: 0.3435 - accuracy: 0.8319 - val_loss: 0.2469 - val_accuracy: 0.8899
Epoch 58/100

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316/316 [==============================] - 76s 238ms/step - loss: 0.3436 - accuracy: 0.8325

316/316 [==============================] - 80s 252ms/step - loss: 0.3436 - accuracy: 0.8325 - val_loss: 0.3312 - val_accuracy: 0.8479
Epoch 59/100

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316/316 [==============================] - 78s 246ms/step - loss: 0.3461 - accuracy: 0.8321

316/316 [==============================] - 82s 259ms/step - loss: 0.3461 - accuracy: 0.8321 - val_loss: 0.2253 - val_accuracy: 0.9089
Epoch 60/100

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316/316 [==============================] - 79s 249ms/step - loss: 0.3377 - accuracy: 0.8391

316/316 [==============================] - 83s 263ms/step - loss: 0.3377 - accuracy: 0.8391 - val_loss: 0.2092 - val_accuracy: 0.9002
Epoch 61/100

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316/316 [==============================] - 78s 246ms/step - loss: 0.3304 - accuracy: 0.8411

316/316 [==============================] - 82s 259ms/step - loss: 0.3304 - accuracy: 0.8411 - val_loss: 0.2735 - val_accuracy: 0.8740
Epoch 62/100

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316/316 [==============================] - 76s 242ms/step - loss: 0.3329 - accuracy: 0.8395

316/316 [==============================] - 80s 255ms/step - loss: 0.3329 - accuracy: 0.8395 - val_loss: 0.3023 - val_accuracy: 0.8590
Epoch 63/100

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316/316 [==============================] - 78s 248ms/step - loss: 0.3304 - accuracy: 0.8413

316/316 [==============================] - 83s 262ms/step - loss: 0.3304 - accuracy: 0.8413 - val_loss: 0.2365 - val_accuracy: 0.8827
Epoch 64/100

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316/316 [==============================] - 80s 252ms/step - loss: 0.3327 - accuracy: 0.8421

316/316 [==============================] - 84s 265ms/step - loss: 0.3327 - accuracy: 0.8421 - val_loss: 0.2749 - val_accuracy: 0.8661
Epoch 65/100

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316/316 [==============================] - 78s 245ms/step - loss: 0.3196 - accuracy: 0.8446

316/316 [==============================] - 82s 260ms/step - loss: 0.3196 - accuracy: 0.8446 - val_loss: 0.2835 - val_accuracy: 0.8637
Epoch 66/100

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316/316 [==============================] - 78s 246ms/step - loss: 0.3095 - accuracy: 0.8532

316/316 [==============================] - 82s 259ms/step - loss: 0.3095 - accuracy: 0.8532 - val_loss: 0.2687 - val_accuracy: 0.8724
Epoch 67/100

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316/316 [==============================] - 77s 245ms/step - loss: 0.3089 - accuracy: 0.8567

316/316 [==============================] - 82s 259ms/step - loss: 0.3089 - accuracy: 0.8567 - val_loss: 0.2444 - val_accuracy: 0.8891
Epoch 68/100

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316/316 [==============================] - 78s 246ms/step - loss: 0.3045 - accuracy: 0.8549

316/316 [==============================] - 82s 259ms/step - loss: 0.3045 - accuracy: 0.8549 - val_loss: 0.2393 - val_accuracy: 0.8946
Epoch 69/100

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316/316 [==============================] - 77s 243ms/step - loss: 0.3186 - accuracy: 0.8486

316/316 [==============================] - 81s 257ms/step - loss: 0.3186 - accuracy: 0.8486 - val_loss: 0.2390 - val_accuracy: 0.8962
Epoch 70/100

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316/316 [==============================] - 79s 250ms/step - loss: 0.3034 - accuracy: 0.8583

316/316 [==============================] - 83s 263ms/step - loss: 0.3034 - accuracy: 0.8583 - val_loss: 0.2590 - val_accuracy: 0.8875
Epoch 71/100

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316/316 [==============================] - 78s 248ms/step - loss: 0.3048 - accuracy: 0.8559

316/316 [==============================] - 83s 263ms/step - loss: 0.3048 - accuracy: 0.8559 - val_loss: 0.3198 - val_accuracy: 0.8526
Epoch 72/100

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316/316 [==============================] - 79s 250ms/step - loss: 0.2985 - accuracy: 0.8575

316/316 [==============================] - 83s 263ms/step - loss: 0.2985 - accuracy: 0.8575 - val_loss: 0.2520 - val_accuracy: 0.8930
Epoch 73/100

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316/316 [==============================] - 78s 246ms/step - loss: 0.3048 - accuracy: 0.8581

316/316 [==============================] - 82s 259ms/step - loss: 0.3048 - accuracy: 0.8581 - val_loss: 0.4112 - val_accuracy: 0.7750
Epoch 74/100

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316/316 [==============================] - 81s 256ms/step - loss: 0.2984 - accuracy: 0.8585

316/316 [==============================] - 85s 269ms/step - loss: 0.2984 - accuracy: 0.8585 - val_loss: 0.2740 - val_accuracy: 0.8661
Epoch 75/100

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316/316 [==============================] - 79s 251ms/step - loss: 0.2858 - accuracy: 0.8678

316/316 [==============================] - 83s 264ms/step - loss: 0.2858 - accuracy: 0.8678 - val_loss: 0.4087 - val_accuracy: 0.8177
Epoch 76/100

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316/316 [==============================] - 81s 257ms/step - loss: 0.2840 - accuracy: 0.8646

316/316 [==============================] - 85s 270ms/step - loss: 0.2840 - accuracy: 0.8646 - val_loss: 0.2293 - val_accuracy: 0.8970
Epoch 77/100

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316/316 [==============================] - 78s 248ms/step - loss: 0.2874 - accuracy: 0.8639

316/316 [==============================] - 83s 261ms/step - loss: 0.2874 - accuracy: 0.8639 - val_loss: 0.3275 - val_accuracy: 0.8257
Epoch 78/100

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316/316 [==============================] - 83s 263ms/step - loss: 0.2688 - accuracy: 0.8720

316/316 [==============================] - 87s 276ms/step - loss: 0.2688 - accuracy: 0.8720 - val_loss: 0.3692 - val_accuracy: 0.8154
Epoch 79/100

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316/316 [==============================] - 81s 256ms/step - loss: 0.2724 - accuracy: 0.8678

316/316 [==============================] - 85s 270ms/step - loss: 0.2724 - accuracy: 0.8678 - val_loss: 0.3456 - val_accuracy: 0.8415
Epoch 80/100

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316/316 [==============================] - 82s 260ms/step - loss: 0.2725 - accuracy: 0.8734

316/316 [==============================] - 86s 273ms/step - loss: 0.2725 - accuracy: 0.8734 - val_loss: 0.2470 - val_accuracy: 0.8708
Epoch 81/100

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316/316 [==============================] - 81s 255ms/step - loss: 0.2620 - accuracy: 0.8757

316/316 [==============================] - 85s 269ms/step - loss: 0.2620 - accuracy: 0.8757 - val_loss: 0.3291 - val_accuracy: 0.8502
Epoch 82/100

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316/316 [==============================] - 81s 257ms/step - loss: 0.2707 - accuracy: 0.8696

316/316 [==============================] - 85s 270ms/step - loss: 0.2707 - accuracy: 0.8696 - val_loss: 0.3415 - val_accuracy: 0.8304
Epoch 83/100

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316/316 [==============================] - 82s 261ms/step - loss: 0.2568 - accuracy: 0.8815

316/316 [==============================] - 87s 274ms/step - loss: 0.2568 - accuracy: 0.8815 - val_loss: 0.5329 - val_accuracy: 0.7655
Epoch 84/100

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316/316 [==============================] - 82s 259ms/step - loss: 0.2567 - accuracy: 0.8833

316/316 [==============================] - 87s 275ms/step - loss: 0.2567 - accuracy: 0.8833 - val_loss: 0.3718 - val_accuracy: 0.8360
Epoch 85/100

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316/316 [==============================] - 82s 259ms/step - loss: 0.2564 - accuracy: 0.8797

316/316 [==============================] - 86s 273ms/step - loss: 0.2564 - accuracy: 0.8797 - val_loss: 0.3660 - val_accuracy: 0.8526
Epoch 86/100

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316/316 [==============================] - 83s 262ms/step - loss: 0.2562 - accuracy: 0.8799

316/316 [==============================] - 87s 276ms/step - loss: 0.2562 - accuracy: 0.8799 - val_loss: 0.3851 - val_accuracy: 0.8209
Epoch 87/100

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316/316 [==============================] - 82s 260ms/step - loss: 0.2481 - accuracy: 0.8878

316/316 [==============================] - 86s 273ms/step - loss: 0.2481 - accuracy: 0.8878 - val_loss: 0.4256 - val_accuracy: 0.8265
Epoch 88/100

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316/316 [==============================] - 86s 271ms/step - loss: 0.2397 - accuracy: 0.8849

316/316 [==============================] - 90s 284ms/step - loss: 0.2397 - accuracy: 0.8849 - val_loss: 0.3637 - val_accuracy: 0.8566
Epoch 89/100

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316/316 [==============================] - 83s 262ms/step - loss: 0.2373 - accuracy: 0.8926

316/316 [==============================] - 87s 276ms/step - loss: 0.2373 - accuracy: 0.8926 - val_loss: 0.4056 - val_accuracy: 0.8439
Epoch 90/100

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316/316 [==============================] - 83s 262ms/step - loss: 0.2385 - accuracy: 0.8910

316/316 [==============================] - 87s 275ms/step - loss: 0.2385 - accuracy: 0.8910 - val_loss: 0.3110 - val_accuracy: 0.8740
# Evaluate CNN model
cnn_predictions <- cnn_model %>% predict(x_test_cnn)

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# Evaluate CNN model
cnn_predictions <- cnn_model %>% predict(x_test_cnn)
# Evaluate KNN model
knn_accuracy <- sum(knn_predictions == y_test_encoded) / length(y_test_encoded)
cat("KNN Accuracy:", knn_accuracy, "\n")
KNN Accuracy: 0.8040852 
# Evaluate Random Forest model
rf_accuracy <- sum(rf_predictions == y_test_encoded) / length(y_test_encoded)
cat("Random Forest Accuracy:", rf_accuracy, "\n")
Random Forest Accuracy: 0.8194764 
# Evaluate SVM model
svm_accuracy <- sum(svm_predictions == y_test_encoded) / length(y_test_encoded)
cat("SVM Accuracy:", svm_accuracy, "\n")
SVM Accuracy: 0.8157365 
# Evaluate CNN model
cnn_accuracy <- sum(apply(cnn_predictions, 1, which.max) == y_test_encoded) / length(y_test_encoded)
cat("CNN Accuracy:", cnn_accuracy, "\n")
CNN Accuracy: 0.7258343 
# Ensemble Predictions
ensemble_predictions <- (knn_predictions + rf_predictions + svm_predictions + cnn_predictions) / 4

weighted_avg_predictions <- (knn_predictions * knn_accuracy + rf_predictions * rf_accuracy + svm_predictions * svm_accuracy) / (knn_accuracy + rf_accuracy + svm_accuracy)
ensemble_binary_predictions <- ifelse(weighted_avg_predictions >= 0.5, 1, 0)

# Calculate accuracy of the ensemble model
ensemble_accuracy <- sum(ensemble_binary_predictions == y_test_encoded) / length(y_test_encoded)

cat("Accuracy for Ensemble Model:", ensemble_accuracy, "\n")
Accuracy for Ensemble Model: 0.3153049 
---
title: "R Notebook"
output: html_notebook
---

---
```{r}
library(randomForest)
library(class)
library(e1071)
library(naivebayes)
library(keras)


# Load the data from CSV files
mtrain <- read.csv("C:/Users/srika/OneDrive/Documents/xtrain.csv")
mtest <- read.csv("C:/Users/srika/OneDrive/Documents/xtest.csv")
y_train <- read.csv("C:/Users/srika/OneDrive/Documents/ytrain.csv")
y_test <- read.csv("C:/Users/srika/OneDrive/Documents/ytest.csv")
```

```{r}
# Extract features and labels
x_train <- as.matrix(mtrain)
x_test <- as.matrix(mtest)
y_train <- y_train$x
y_test <- y_test$x

# Preprocess labels: Classify K, A, C, H as 1 (GD) and HC as 0
y_train_processed <- ifelse(y_train %in% c("K", "A", "C", "H"), 1, 0)
y_test_processed <- ifelse(y_test %in% c("K", "A", "C", "H"), 1, 0)

# Convert string labels to numerical labels
y_train_encoded <- as.numeric(factor(y_train_processed))
y_test_encoded <- as.numeric(factor(y_test_processed))
```

```{r}
# Define and train KNN model with different k values
k_values <- c(3, 5, 7, 9)  # You can try different values
best_k <- NULL
best_accuracy <- 0

for (k in k_values) {
  knn_model <- knn(train = x_train, test = x_test, cl = y_train_encoded, k = k, prob = TRUE)
  knn_predictions <- as.numeric(knn_model)  # Convert predictions to numeric
  knn_accuracy <- sum(knn_predictions == y_test_encoded) / length(y_test_encoded)
  
  if (knn_accuracy > best_accuracy) {
    best_accuracy <- knn_accuracy
    best_k <- k
  }
}

cat("Best K for KNN:", best_k, "\n")
cat("Best Accuracy for KNN:", best_accuracy, "\n")

```

```{r}
# Define and train Random Forest model with different parameters
num_trees <- c(50, 100, 150)  # You can try different numbers of trees
best_num_trees <- NULL
best_accuracy <- 0

for (ntree in num_trees) {
  rf_model <- randomForest(x = x_train, y = as.factor(y_train_encoded), ntree = ntree)
  rf_predictions <- as.numeric(predict(rf_model, x_test, type = "response"))  # Convert predictions to numeric
  rf_accuracy <- sum(rf_predictions == y_test_encoded) / length(y_test_encoded)
  
  if (rf_accuracy > best_accuracy) {
    best_accuracy <- rf_accuracy
    best_num_trees <- ntree
  }
}

cat("Best Number of Trees for Random Forest:", best_num_trees, "\n")
cat("Best Accuracy for Random Forest:", best_accuracy, "\n")

```

```{r}
# Define and train SVM model with different kernel functions
kernel_functions <- c("linear", "radial", "polynomial")  # You can try different kernel functions
best_kernel <- NULL
best_accuracy <- 0

for (kernel_func in kernel_functions) {
  svm_model <- svm(x = x_train, y = as.factor(y_train_encoded), kernel = kernel_func, probability = TRUE)
  svm_predictions <- as.numeric(predict(svm_model, x_test, probability = TRUE))  # Convert predictions to numeric
  svm_accuracy <- sum(svm_predictions == y_test_encoded) / length(y_test_encoded)
  
  if (svm_accuracy > best_accuracy) {
    best_accuracy <- svm_accuracy
    best_kernel <- kernel_func
  }
}

cat("Best Kernel Function for SVM:", best_kernel, "\n")
cat("Best Accuracy for SVM:", best_accuracy, "\n")

```





```{r}
# Define and train CNN model
num_classes <- length(unique(y_train_encoded))
y_train_onehot <- to_categorical(y_train_encoded - 1, num_classes = num_classes)
x_train_cnn <- array_reshape(x_train, c(dim(x_train), 1))
x_test_cnn <- array_reshape(x_test, c(dim(x_test), 1))

cnn_model <- keras_model_sequential() %>%
  layer_conv_1d(filters = 32, kernel_size = 3, activation = "relu", input_shape = dim(x_train_cnn)[2:3]) %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 64, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 128, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 256, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 512, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 1024, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_flatten() %>%
  layer_dense(units = 512, activation = "relu") %>%
  layer_dense(units = 256, activation = "relu") %>%
  layer_dense(units = 128, activation = "relu") %>%
  layer_dense(units = 64, activation = "relu") %>%
  layer_dense(units = 32, activation = "relu") %>%
  layer_dense(units = num_classes, activation = "softmax")

cnn_model %>% compile(
  optimizer = optimizer_adam(),
  loss = "binary_crossentropy",
  metrics = c("accuracy")
)

# Early stopping
callback <- callback_early_stopping(monitor = "val_loss", patience = 50)

# Train CNN model
history <- cnn_model %>% fit(
  x_train_cnn, y_train_onehot, 
  epochs = 100, batch_size = 16, 
  validation_split = 0.2, callbacks = list(callback)
)

# Evaluate CNN model
cnn_predictions <- cnn_model %>% predict(x_test_cnn)
```
```{r}

# Evaluate CNN model
cnn_predictions <- cnn_model %>% predict(x_test_cnn)
```


```{r}
# Evaluate KNN model
knn_accuracy <- sum(knn_predictions == y_test_encoded) / length(y_test_encoded)
cat("KNN Accuracy:", knn_accuracy, "\n")

# Evaluate Random Forest model
rf_accuracy <- sum(rf_predictions == y_test_encoded) / length(y_test_encoded)
cat("Random Forest Accuracy:", rf_accuracy, "\n")

# Evaluate SVM model
svm_accuracy <- sum(svm_predictions == y_test_encoded) / length(y_test_encoded)
cat("SVM Accuracy:", svm_accuracy, "\n")

# Evaluate CNN model
cnn_accuracy <- sum(apply(cnn_predictions, 1, which.max) == y_test_encoded) / length(y_test_encoded)
cat("CNN Accuracy:", cnn_accuracy, "\n")

```


```{r}
# Ensemble Predictions
ensemble_predictions <- (knn_predictions + rf_predictions + svm_predictions + cnn_predictions) / 4

weighted_avg_predictions <- (knn_predictions * knn_accuracy + rf_predictions * rf_accuracy + svm_predictions * svm_accuracy) / (knn_accuracy + rf_accuracy + svm_accuracy)
ensemble_binary_predictions <- ifelse(weighted_avg_predictions >= 0.5, 1, 0)

# Calculate accuracy of the ensemble model
ensemble_accuracy <- sum(ensemble_binary_predictions == y_test_encoded) / length(y_test_encoded)

cat("Accuracy for Ensemble Model:", ensemble_accuracy, "\n")

```
